GB2593070A - Decentralized distributed deep learning - Google Patents

Decentralized distributed deep learning Download PDF

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Publication number
GB2593070A
GB2593070A GB2105988.6A GB202105988A GB2593070A GB 2593070 A GB2593070 A GB 2593070A GB 202105988 A GB202105988 A GB 202105988A GB 2593070 A GB2593070 A GB 2593070A
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GB202105988D0 (en
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Zhang Wei
Zhang Li
Alfons Finkler Ulrich
Cho Minsik
Kung David
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International Business Machines Corp
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    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/06—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
    • G06N3/063—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using electronic means
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00—Arrangements for program control, e.g. control units
    • G06F9/06—Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/46—Multiprogramming arrangements
    • G06F9/54—Interprogram communication
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10—Complex mathematical operations
    • G06F17/16—Matrix or vector computation, e.g. matrix-matrix or matrix-vector multiplication, matrix factorization
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • G06F18/2148—Generating training patterns; Bootstrap methods, e.g. bagging or boosting characterised by the process organisation or structure, e.g. boosting cascade
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/22—Matching criteria, e.g. proximity measures
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00—Arrangements for program control, e.g. control units
    • G06F9/06—Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/46—Multiprogramming arrangements
    • G06F9/48—Program initiating; Program switching, e.g. by interrupt
    • G06F9/4806—Task transfer initiation or dispatching
    • G06F9/4843—Task transfer initiation or dispatching by program, e.g. task dispatcher, supervisor, operating system
    • G06F9/4881—Scheduling strategies for dispatcher, e.g. round robin, multi-level priority queues
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/082—Learning methods modifying the architecture, e.g. adding, deleting or silencing nodes or connections
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/084—Backpropagation, e.g. using gradient descent
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00—Network arrangements or protocols for supporting network services or applications
    • H04L67/01—Protocols
    • H04L67/10—Protocols in which an application is distributed across nodes in the network
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00—Network arrangements or protocols for supporting network services or applications
    • H04L67/01—Protocols
    • H04L67/10—Protocols in which an application is distributed across nodes in the network
    • H04L67/1097—Protocols in which an application is distributed across nodes in the network for distributed storage of data in networks, e.g. transport arrangements for network file system [NFS], storage area networks [SAN] or network attached storage [NAS]
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L69/00—Network arrangements, protocols or services independent of the application payload and not provided for in the other groups of this subclass
    • H04L69/40—Network arrangements, protocols or services independent of the application payload and not provided for in the other groups of this subclass for recovering from a failure of a protocol instance or entity, e.g. service redundancy protocols, protocol state redundancy or protocol service redirection

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • General Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Mathematical Physics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • General Health & Medical Sciences (AREA)
  • Computational Linguistics (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Computational Mathematics (AREA)
  • Mathematical Analysis (AREA)
  • Pure & Applied Mathematics (AREA)
  • Mathematical Optimization (AREA)
  • Neurology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Evolutionary Biology (AREA)
  • Computer Security & Cryptography (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Medical Informatics (AREA)
  • Algebra (AREA)
  • Databases & Information Systems (AREA)
  • Debugging And Monitoring (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Hardware Redundancy (AREA)
GB2105988.6A 2018-11-30 2019-11-05 Decentralized distributed deep learning Withdrawn GB2593070A (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US16/206,274 US11521067B2 (en) 2018-11-30 2018-11-30 Decentralized distributed deep learning
PCT/IB2019/059474 WO2020109891A1 (en) 2018-11-30 2019-11-05 Decentralized distributed deep learning

Publications (2)

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GB202105988D0 GB202105988D0 (en) 2021-06-09
GB2593070A true GB2593070A (en) 2021-09-15

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Country Status (6)

Country Link
US (1) US11521067B2 (zh)
JP (1) JP7308003B2 (zh)
CN (1) CN113168569A (zh)
DE (1) DE112019004076T5 (zh)
GB (1) GB2593070A (zh)
WO (1) WO2020109891A1 (zh)

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US11244243B2 (en) * 2018-01-19 2022-02-08 Hypernet Labs, Inc. Coordinated learning using distributed average consensus
US11521067B2 (en) * 2018-11-30 2022-12-06 International Business Machines Corporation Decentralized distributed deep learning
JP7230683B2 (ja) * 2019-05-21 2023-03-01 富士通株式会社 演算処理装置、プログラム、及び演算処理装置の制御方法
CN112308233B (zh) * 2019-08-02 2024-07-19 伊姆西Ip控股有限责任公司 用于处理数据的方法、设备和计算机程序产品
KR20190106944A (ko) * 2019-08-30 2019-09-18 엘지전자 주식회사 지능형 냉장고 및 그 제어 방법
US11651293B2 (en) * 2020-07-22 2023-05-16 International Business Machines Corporation Hierarchical decentralized distributed deep learning training
CN111858721B (zh) * 2020-08-03 2023-07-21 南京大学 一种基于优先级编码的分布式计算方法
US20220129746A1 (en) * 2020-10-27 2022-04-28 International Business Machines Corporation Decentralized parallel min/max optimization
CN112364897B (zh) * 2020-10-27 2024-05-28 曙光信息产业(北京)有限公司 分布式训练方法及装置、存储介质及电子设备
US11636280B2 (en) 2021-01-27 2023-04-25 International Business Machines Corporation Updating of statistical sets for decentralized distributed training of a machine learning model
CN113255933A (zh) * 2021-06-01 2021-08-13 上海商汤科技开发有限公司 特征工程和图网络生成方法和装置、分布式系统
CN113692031B (zh) * 2021-09-08 2024-04-19 中国海洋大学 船舶自组织网络中基于多维社区的路由方法
CN113986149B (zh) * 2021-12-27 2022-04-22 苏州浪潮智能科技有限公司 一种系统故障处理方法、装置、设备及存储介质
CN115277689B (zh) * 2022-04-29 2023-09-22 国网天津市电力公司 一种基于分布式联邦学习的云边网络通信优化方法及系统
CN116069495A (zh) * 2022-11-18 2023-05-05 深圳先进技术研究院 弹性深度学习作业调度方法、系统及计算机设备
CN115665174B (zh) * 2022-12-13 2023-03-14 浪潮电子信息产业股份有限公司 一种梯度数据的同步方法、系统、设备及存储介质

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Publication number Publication date
JP7308003B2 (ja) 2023-07-13
GB202105988D0 (en) 2021-06-09
JP2022511716A (ja) 2022-02-01
US20200175370A1 (en) 2020-06-04
DE112019004076T5 (de) 2021-05-06
WO2020109891A1 (en) 2020-06-04
US11521067B2 (en) 2022-12-06
CN113168569A (zh) 2021-07-23

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